Maximum entropy reconstruction and the observed symmetries of higher order galaxy covariance functions

Statistics – Computation

Scientific paper

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Covariance, Galactic Clusters, Maximum Entropy Method, Computational Astrophysics, Mass Distribution

Scientific paper

Observations of galaxy clustering indicate that, to an excellent degree of approximation, the three- (and perhaps higher-) point spatial covariance functions can be expressed as symmetrized products of two-point functions Xi(12) in a fashion reminiscent of, but distinct from, a Kirkwood, or cluster, decomposition. This is striking because the usual 'derivations' of cluster decompositions assume weak correlations, a criterion not realized by the observed clustering. This paper seeks to elucidate the observed clustering by asking what is the 'most likely' three-point function h(123) consistent with the observed Xi(12). Information theory shows that this most likely h(123) is, in fact, given precisely by the Kirkwood form, so that, in a well-defined mathematical sense, the observed h(123) is close to, but different from, its most probable form.

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